Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Identity Assertion
5,512 comments
As an American citizen I stand only for this flag??
As an American citizen I stand only for this flag??
Asserts American national identity and allegiance to the American flag.
Identity Assertion
0.90
@watch_guru
Mar 4, 2025
Keep western countries Christian ✝️👑.
Keep western countries Christian ✝️👑.
Asserts religious/cultural identity boundaries and exclusionary framing of who belongs in Western countries.
Identity Assertion
0.90
NeedleWorkerMore
Jan 27, 2026
Send them all back to India
Send them all back to India
Demands deportation of a specific ethnic group, framing them as outsiders who don't belong in Canada.
theaphaeus727
Jan 28, 2026
So proud of Canada
So proud of Canada
Direct expression of pride in Canadian identity and national affiliation.
@nancymollers4291
Mar 4, 2025
Not like it has to be said but basically, diversity in white countries = worse
Not like it has to be said but basically, diversity in white countries = worse
Explicit us-vs-them framing asserting that diversity in white countries is negative, rooted in racial identity politics.
FreddyMcDeady
Feb 7, 2026
🇮🇳💩Repulsive sewer rats
🇮🇳💩Repulsive sewer rats
Dehumanizing slur targeting Indian people using a feces emoji, expressing ethnic hatred and us-vs-them framing.
Brian_Lee9
Feb 16, 2026
Indians should mever have been allowed to enter Canada, ever.
Indians should mever have been allowed to enter Canada, ever.
Expresses exclusionary us-vs-them framing targeting a specific ethnic group with a blanket rejection statement.
DianDong-i4o
Oct 2, 2025
These new Indian immigrants have no class.
These new Indian immigrants have no class.
Derogatory ethnic stereotype asserting negative characteristics about Indian immigrants as a group.
Identity Assertion
0.90
southsouthwest8977
Feb 23, 2026
Sikhs are laid back and generous, very compatible with the west. Some of the others are annoying.
Sikhs are laid back and generous, very compatible with the west. Some of the others are annoying.
Makes ethnic/cultural generalizations about Sikhs versus unnamed 'others,' establishing hierarchical in-group/out-group distinctions.
Identity Assertion
0.90
jesdadotcom
Jan 29, 2026
Never ever trust an Indian.
Never ever trust an Indian.
Makes a sweeping ethnic generalization expressing distrust based on national/ethnic identity.
Identity Assertion
0.90
thomast.9191
Sep 29, 2025
I did not vote tor trump.
I did not vote tor trump.
Simple declaration of political non-alignment, asserting identity through voting behavior.
Identity Assertion
0.90
@robertchambers6344
Mar 4, 2025
Maga ❤ America First
Maga ❤ America First
Uses nationalist slogan 'America First' and MAGA rhetoric to assert American identity and prioritization.
Identity Assertion
0.90
@S2K_World
Mar 4, 2025
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
I seriously can't stand Indians, they are so gross, they smell weird, annoying, I can go on and on.
Makes dehumanizing ethnic stereotypes and exclusionary statements about Indians, asserting cultural incompatibility.
bassmankilla9352
Jan 27, 2026
Proud to be Canadian.
Proud to be Canadian.
Direct assertion of national pride and Canadian identity.
Identity Assertion
0.90
@TheWritingGamer
Mar 4, 2025
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Id rather be racist for the benefit of my people, then a racetraitor for the benefit of 💩skins.
Explicitly frames immigration as a racial threat and asserts in-group loyalty through dehumanizing language toward immigrants.
ChronicalFactoryX
Jan 29, 2026
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here …
I am so sick of this as a Canadian, it's unbelievable. If you showed me this in a satirical comedy show 10 years ago, I would say it's too overboard to be funny. But here we are! I'm moving to the United States because of this. And before you ask, yes, I am proudly a racist. That doesn't mean I hate anyone or I want harm towards anybody, I just don't want to become a minority in my own country :)
Expresses concern about becoming a minority in one's own country and asserts national/cultural identity, framing immigration as a threat to demographic dominance.
Issthi
Sep 24, 2025
Yep, Canadian here too. This country is united on tightening immigration.
Yep, Canadian here too. This country is united on tightening immigration.
Asserts Canadian identity and claims unified national sentiment against immigration, using in-group positioning.
Identity Assertion
0.90
triciaco2499
Feb 11, 2026
Go home we don’t want you
Go home we don’t want you
Direct exclusionary statement asserting who belongs in Canada and framing immigrants as outsiders.
leedubreuil3195
Oct 28, 2025
I’m an American and I stand with trump
I’m an American and I stand with trump
Simple declaration of political allegiance and national identity positioning.
Identity Assertion
0.90
@HersonDubon-j3d
Mar 4, 2025
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
For being so fvcking entitled and arrogant! Look at their fvcking faces! They are all the same! 🤮🤢🤮🤮🤢🤢
Dehumanizing ethnic stereotyping with hostile language targeting a specific group's appearance and character.
Pavel.l445-j7h
Feb 7, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)